High-confidence cancer patient stratification through multiomics investigation of DNA repair disorders

Garik V Mkrtchyan1, Alexander Veviorskiy2, Evgeny Izumchenko3

  • 1Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark.

Cell Death & Disease
|November 26, 2022
PubMed

Insights

Researchers identified CEP135 as a potential biomarker for sarcoma. Lower CEP135 expression correlates with better survival, and targeting polo-like kinase 1 (PLK1) may improve therapies for high-CEP135 sarcoma patients.

Area of Science:

  • Oncology
  • Genomics
  • Biomarker Discovery

Background:

  • Limited targeted therapies exist for many cancers due to heterogeneity and poor understanding of tumorigenesis.
  • Novel molecular biomarkers are crucial for stratifying patients and identifying new therapeutic targets.

Purpose of the Study:

  • To utilize artificial intelligence (AI) for identifying novel cancer targets by analyzing gene expression in DNA repair disorders.
  • To investigate the role of CEP135 as a potential biomarker in various cancer types, particularly sarcoma.

Main Methods:

  • Applied the AI-driven PandaOmics platform to analyze gene expression data.
  • Screened TCGA database for survival associations with CEP135 expression across 33 cancer types.
  • Employed the PandaOmics target-ID algorithm and in vitro studies to identify therapeutic candidates.

Main Results:

  • CEP135, involved in centriole biogenesis, was found downregulated in DNA repair diseases with high cancer risk.
  • High CEP135 expression in sarcoma patients correlated significantly with lower survival rates.
  • Polo-like kinase 1 (PLK1) was identified as a potential therapeutic target for high-CEP135 sarcoma.

Conclusions:

  • CEP135 serves as a potential prognostic biomarker for sarcoma.
  • AI-driven analysis facilitates rapid biomarker discovery and target characterization.
  • Targeting PLK1 shows promise for improving sarcoma treatment in specific patient subgroups.

Related Concept Videos

Overview of DNA Repair02:25

Overview of DNA Repair

In order to be passed through generations, genomic DNA must be undamaged and error-free. However, every day, DNA in a cell undergoes several thousand to a million damaging events by natural causes and external factors. Ionizing radiation such as UV rays, free radicals produced during cellular respiration, and hydrolytic damage from metabolic reactions can alter the structure of DNA. Damages caused include single-base alteration, base dimerization, chain breaks, and cross-linkage.
Chemically...
31.3K
Cancers Originate from Somatic Mutations in a Single Cell02:21

Cancers Originate from Somatic Mutations in a Single Cell

Cancer arises from mutations in the critical genes that allow healthy cells to escape cell cycle regulation and acquire the ability to proliferate indefinitely. Though originating from a single mutation event in one of the originator cells, cancer progresses when the mutant cell lines continue to gain more and more mutations, and finally, become malignant. For example, chronic myelogenous leukemia (CML) develops initially as a non-lethal increase in white blood cells, which progressively...
12.4K
Cancer-Critical Genes II: Tumor Suppressor Genes01:05

Cancer-Critical Genes II: Tumor Suppressor Genes

Genes usually encode proteins necessary for the proper functioning of a healthy cell. Mutations can often cause changes to the gene expression pattern, thereby altering the phenotype.
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
7.7K